{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Quandl - API Demo"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Quandl uses a very straightforward API to make its free and premium data available. See [documentation](https://www.quandl.com/tools/api) for more details."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T16:57:37.640879Z",
     "start_time": "2020-06-16T16:57:35.978865Z"
    },
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import quandl\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T16:57:37.654957Z",
     "start_time": "2020-06-16T16:57:37.648075Z"
    }
   },
   "outputs": [],
   "source": [
    "sns.set_style('whitegrid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T16:57:40.900069Z",
     "start_time": "2020-06-16T16:57:37.661525Z"
    }
   },
   "outputs": [],
   "source": [
    "oil = quandl.get('EIA/PET_RWTC_D').squeeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T16:57:50.700765Z",
     "start_time": "2020-06-16T16:57:50.170393Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oil.plot(lw=2, title='WTI Crude Oil Price', figsize=(12, 4))\n",
    "sns.despine()\n",
    "plt.tight_layout();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
